Dataset statistics
| Number of variables | 32 |
|---|---|
| Number of observations | 1000000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 244.1 MiB |
| Average record size in memory | 256.0 B |
Variable types
| Categorical | 14 |
|---|---|
| Numeric | 18 |
device_fraud_count has constant value "" | Constant |
prev_address_months_count is highly overall correlated with current_address_months_count | High correlation |
current_address_months_count is highly overall correlated with prev_address_months_count | High correlation |
velocity_24h is highly overall correlated with velocity_4w and 1 other fields | High correlation |
velocity_4w is highly overall correlated with velocity_24h and 1 other fields | High correlation |
bank_branch_count_8w is highly overall correlated with bank_months_count | High correlation |
credit_risk_score is highly overall correlated with proposed_credit_limit | High correlation |
bank_months_count is highly overall correlated with bank_branch_count_8w | High correlation |
proposed_credit_limit is highly overall correlated with credit_risk_score | High correlation |
month is highly overall correlated with velocity_24h and 1 other fields | High correlation |
fraud_bool is highly imbalanced (91.2%) | Imbalance |
employment_status is highly imbalanced (51.2%) | Imbalance |
foreign_request is highly imbalanced (83.0%) | Imbalance |
source is highly imbalanced (93.9%) | Imbalance |
device_distinct_emails_8w is highly imbalanced (88.5%) | Imbalance |
bank_branch_count_8w has 144376 (14.4%) zeros | Zeros |
month has 132440 (13.2%) zeros | Zeros |
Reproduction
| Analysis started | 2023-06-04 03:03:44.524546 |
|---|---|
| Analysis finished | 2023-06-04 03:08:19.120593 |
| Duration | 4 minutes and 34.6 seconds |
| Software version | ydata-profiling vv4.2.0 |
| Download configuration | config.json |
fraud_bool
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.6 MiB |
| 0 | |
|---|---|
| 1 | 11029 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1000000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 988971 | |
| 1 | 11029 | 1.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 988971 | |
| 1 | 11029 | 1.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 988971 | |
| 1 | 11029 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1000000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 988971 | |
| 1 | 11029 | 1.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1000000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 988971 | |
| 1 | 11029 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1000000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 988971 | |
| 1 | 11029 | 1.1% |
income
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5626956 |
| Minimum | 0.1 |
|---|---|
| Maximum | 0.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.6 MiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.3 |
| median | 0.6 |
| Q3 | 0.8 |
| 95-th percentile | 0.9 |
| Maximum | 0.9 |
| Range | 0.8 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.2903426 |
|---|---|
| Coefficient of variation (CV) | 0.5159852 |
| Kurtosis | -1.2993664 |
| Mean | 0.5626956 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | -0.38633741 |
| Sum | 562695.6 |
| Variance | 0.084298826 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.9 | 221419 | |
| 0.1 | 157449 | |
| 0.8 | 146650 | |
| 0.6 | 111973 | |
| 0.7 | 105109 | |
| 0.4 | 81364 | 8.1% |
| 0.2 | 69345 | 6.9% |
| 0.5 | 55858 | 5.6% |
| 0.3 | 50833 | 5.1% |
| Value | Count | Frequency (%) |
| 0.1 | 157449 | |
| 0.2 | 69345 | 6.9% |
| 0.3 | 50833 | 5.1% |
| 0.4 | 81364 | 8.1% |
| 0.5 | 55858 | 5.6% |
| 0.6 | 111973 | |
| 0.7 | 105109 | |
| 0.8 | 146650 | |
| 0.9 | 221419 |
| Value | Count | Frequency (%) |
| 0.9 | 221419 | |
| 0.8 | 146650 | |
| 0.7 | 105109 | |
| 0.6 | 111973 | |
| 0.5 | 55858 | 5.6% |
| 0.4 | 81364 | 8.1% |
| 0.3 | 50833 | 5.1% |
| 0.2 | 69345 | 6.9% |
| 0.1 | 157449 |
name_email_similarity
Real number (ℝ)
| Distinct | 998861 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.49369409 |
| Minimum | 1.4345505 × 10-6 |
|---|---|
| Maximum | 0.99999932 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.6 MiB |
Quantile statistics
| Minimum | 1.4345505 × 10-6 |
|---|---|
| 5-th percentile | 0.068085985 |
| Q1 | 0.22521632 |
| median | 0.49215253 |
| Q3 | 0.75556731 |
| 95-th percentile | 0.91807338 |
| Maximum | 0.99999932 |
| Range | 0.99999788 |
| Interquartile range (IQR) | 0.53035099 |
Descriptive statistics
| Standard deviation | 0.2891248 |
|---|---|
| Coefficient of variation (CV) | 0.58563552 |
| Kurtosis | -1.2802792 |
| Mean | 0.49369409 |
| Median Absolute Deviation (MAD) | 0.2651734 |
| Skewness | 0.042839499 |
| Sum | 493694.09 |
| Variance | 0.08359315 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.09247173822 | 2 | < 0.1% |
| 0.2098960644 | 2 | < 0.1% |
| 0.1001935175 | 2 | < 0.1% |
| 0.7199661571 | 2 | < 0.1% |
| 0.7216062298 | 2 | < 0.1% |
| 0.8475566372 | 2 | < 0.1% |
| 0.7523593333 | 2 | < 0.1% |
| 0.5504838173 | 2 | < 0.1% |
| 0.621649387 | 2 | < 0.1% |
| 0.7846027083 | 2 | < 0.1% |
| Other values (998851) | 999980 |
| Value | Count | Frequency (%) |
| 1.434550485 × 10-6 | 1 | |
| 1.015544817 × 10-5 | 1 | |
| 1.901656104 × 10-5 | 1 | |
| 1.93965659 × 10-5 | 1 | |
| 2.042122187 × 10-5 | 1 | |
| 2.230767456 × 10-5 | 1 | |
| 2.326447251 × 10-5 | 1 | |
| 2.51169962 × 10-5 | 1 | |
| 3.045742164 × 10-5 | 1 | |
| 3.198422688 × 10-5 | 1 |
| Value | Count | Frequency (%) |
| 0.9999993178 | 1 | |
| 0.9999991158 | 1 | |
| 0.9999988877 | 1 | |
| 0.9999986598 | 1 | |
| 0.9999986427 | 1 | |
| 0.999998537 | 1 | |
| 0.9999984384 | 1 | |
| 0.9999983273 | 1 | |
| 0.9999981113 | 1 | |
| 0.999997937 | 1 |
prev_address_months_count
Real number (ℝ)
| Distinct | 374 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.718568 |
| Minimum | -1 |
|---|---|
| Maximum | 383 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 712920 |
| Negative (%) | 71.3% |
| Memory size | 7.6 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | -1 |
| median | -1 |
| Q3 | 12 |
| 95-th percentile | 98 |
| Maximum | 383 |
| Range | 384 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 44.04623 |
|---|---|
| Coefficient of variation (CV) | 2.6345695 |
| Kurtosis | 20.031089 |
| Mean | 16.718568 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.0638882 |
| Sum | 16718568 |
| Variance | 1940.0704 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 712920 | |
| 11 | 11475 | 1.1% |
| 28 | 10275 | 1.0% |
| 29 | 10150 | 1.0% |
| 10 | 10082 | 1.0% |
| 27 | 10007 | 1.0% |
| 30 | 9362 | 0.9% |
| 26 | 9036 | 0.9% |
| 12 | 8712 | 0.9% |
| 31 | 8526 | 0.9% |
| Other values (364) | 199455 | 19.9% |
| Value | Count | Frequency (%) |
| -1 | 712920 | |
| 5 | 1 | < 0.1% |
| 6 | 53 | < 0.1% |
| 7 | 409 | < 0.1% |
| 8 | 1962 | 0.2% |
| 9 | 5558 | 0.6% |
| 10 | 10082 | 1.0% |
| 11 | 11475 | 1.1% |
| 12 | 8712 | 0.9% |
| 13 | 4448 | 0.4% |
| Value | Count | Frequency (%) |
| 383 | 1 | < 0.1% |
| 381 | 1 | < 0.1% |
| 377 | 3 | |
| 375 | 1 | < 0.1% |
| 374 | 1 | < 0.1% |
| 373 | 2 | < 0.1% |
| 372 | 1 | < 0.1% |
| 371 | 5 | |
| 370 | 2 | < 0.1% |
| 369 | 2 | < 0.1% |
current_address_months_count
Real number (ℝ)
| Distinct | 423 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 86.587867 |
| Minimum | -1 |
|---|---|
| Maximum | 428 |
| Zeros | 9609 |
| Zeros (%) | 1.0% |
| Negative | 4254 |
| Negative (%) | 0.4% |
| Memory size | 7.6 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 19 |
| median | 52 |
| Q3 | 130 |
| 95-th percentile | 277 |
| Maximum | 428 |
| Range | 429 |
| Interquartile range (IQR) | 111 |
Descriptive statistics
| Standard deviation | 88.406599 |
|---|---|
| Coefficient of variation (CV) | 1.0210045 |
| Kurtosis | 1.3568646 |
| Mean | 86.587867 |
| Median Absolute Deviation (MAD) | 41 |
| Skewness | 1.3869977 |
| Sum | 86587867 |
| Variance | 7815.7268 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 16376 | 1.6% |
| 7 | 16270 | 1.6% |
| 8 | 16089 | 1.6% |
| 5 | 15896 | 1.6% |
| 9 | 15688 | 1.6% |
| 4 | 15030 | 1.5% |
| 10 | 14739 | 1.5% |
| 11 | 13988 | 1.4% |
| 3 | 13986 | 1.4% |
| 12 | 13063 | 1.3% |
| Other values (413) | 848875 |
| Value | Count | Frequency (%) |
| -1 | 4254 | 0.4% |
| 0 | 9609 | |
| 1 | 11297 | |
| 2 | 12741 | |
| 3 | 13986 | |
| 4 | 15030 | |
| 5 | 15896 | |
| 6 | 16376 | |
| 7 | 16270 | |
| 8 | 16089 |
| Value | Count | Frequency (%) |
| 428 | 1 | < 0.1% |
| 425 | 2 | |
| 424 | 1 | < 0.1% |
| 419 | 1 | < 0.1% |
| 418 | 2 | |
| 417 | 1 | < 0.1% |
| 416 | 2 | |
| 414 | 1 | < 0.1% |
| 413 | 1 | < 0.1% |
| 412 | 4 |
customer_age
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.68908 |
| Minimum | 10 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.6 MiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 20 |
| median | 30 |
| Q3 | 40 |
| 95-th percentile | 50 |
| Maximum | 90 |
| Range | 80 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 12.025799 |
|---|---|
| Coefficient of variation (CV) | 0.35696429 |
| Kurtosis | -0.11520329 |
| Mean | 33.68908 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.47807881 |
| Sum | 33689080 |
| Variance | 144.61983 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 30 | 311433 | |
| 20 | 245855 | |
| 40 | 238712 | |
| 50 | 140353 | |
| 60 | 34770 | 3.5% |
| 10 | 20987 | 2.1% |
| 70 | 6517 | 0.7% |
| 80 | 1297 | 0.1% |
| 90 | 76 | < 0.1% |
| Value | Count | Frequency (%) |
| 10 | 20987 | 2.1% |
| 20 | 245855 | |
| 30 | 311433 | |
| 40 | 238712 | |
| 50 | 140353 | |
| 60 | 34770 | 3.5% |
| 70 | 6517 | 0.7% |
| 80 | 1297 | 0.1% |
| 90 | 76 | < 0.1% |
| Value | Count | Frequency (%) |
| 90 | 76 | < 0.1% |
| 80 | 1297 | 0.1% |
| 70 | 6517 | 0.7% |
| 60 | 34770 | 3.5% |
| 50 | 140353 | |
| 40 | 238712 | |
| 30 | 311433 | |
| 20 | 245855 | |
| 10 | 20987 | 2.1% |
days_since_request
Real number (ℝ)
| Distinct | 989330 |
|---|---|
| Distinct (%) | 98.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0257052 |
| Minimum | 4.0368598 × 10-9 |
|---|---|
| Maximum | 78.456904 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.6 MiB |
Quantile statistics
| Minimum | 4.0368598 × 10-9 |
|---|---|
| 5-th percentile | 0.0014230075 |
| Q1 | 0.0071932463 |
| median | 0.015175738 |
| Q3 | 0.026330688 |
| 95-th percentile | 6.6822723 |
| Maximum | 78.456904 |
| Range | 78.456904 |
| Interquartile range (IQR) | 0.019137441 |
Descriptive statistics
| Standard deviation | 5.3818346 |
|---|---|
| Coefficient of variation (CV) | 5.2469603 |
| Kurtosis | 106.56921 |
| Mean | 1.0257052 |
| Median Absolute Deviation (MAD) | 0.0090633798 |
| Skewness | 9.2789546 |
| Sum | 1025705.2 |
| Variance | 28.964144 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.01368202621 | 3 | < 0.1% |
| 0.03107554033 | 3 | < 0.1% |
| 0.0265802624 | 3 | < 0.1% |
| 0.02786090825 | 3 | < 0.1% |
| 0.02932730007 | 3 | < 0.1% |
| 0.0185798607 | 3 | < 0.1% |
| 0.007416097159 | 3 | < 0.1% |
| 0.01370169423 | 3 | < 0.1% |
| 0.01649002747 | 3 | < 0.1% |
| 0.03069887797 | 3 | < 0.1% |
| Other values (989320) | 999970 |
| Value | Count | Frequency (%) |
| 4.036859789 × 10-9 | 1 | |
| 3.112790756 × 10-8 | 1 | |
| 4.284949667 × 10-8 | 1 | |
| 6.365528719 × 10-8 | 1 | |
| 6.467590399 × 10-8 | 1 | |
| 6.688882901 × 10-8 | 1 | |
| 8.406701996 × 10-8 | 1 | |
| 9.943647861 × 10-8 | 1 | |
| 1.414623874 × 10-7 | 1 | |
| 1.531941115 × 10-7 | 1 |
| Value | Count | Frequency (%) |
| 78.45690384 | 1 | |
| 76.58147717 | 1 | |
| 76.57726536 | 1 | |
| 76.29663468 | 1 | |
| 76.16477587 | 1 | |
| 75.98932696 | 1 | |
| 75.96965655 | 1 | |
| 75.8422922 | 1 | |
| 75.82975624 | 1 | |
| 75.8208081 | 1 |
intended_balcon_amount
Real number (ℝ)
| Distinct | 994971 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.6614985 |
| Minimum | -15.530555 |
|---|---|
| Maximum | 112.95693 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 742523 |
| Negative (%) | 74.3% |
| Memory size | 7.6 MiB |
Quantile statistics
| Minimum | -15.530555 |
|---|---|
| 5-th percentile | -1.5880108 |
| Q1 | -1.1814879 |
| median | -0.83050654 |
| Q3 | 4.9841758 |
| 95-th percentile | 50.394003 |
| Maximum | 112.95693 |
| Range | 128.48748 |
| Interquartile range (IQR) | 6.1656638 |
Descriptive statistics
| Standard deviation | 20.236155 |
|---|---|
| Coefficient of variation (CV) | 2.3363341 |
| Kurtosis | 6.8466706 |
| Mean | 8.6614985 |
| Median Absolute Deviation (MAD) | 0.42598887 |
| Skewness | 2.5071734 |
| Sum | 8661498.5 |
| Variance | 409.50195 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.7715815258 | 3 | < 0.1% |
| -0.8829498799 | 3 | < 0.1% |
| -0.6381924112 | 3 | < 0.1% |
| -0.5543811021 | 3 | < 0.1% |
| -1.125845899 | 3 | < 0.1% |
| -1.442709496 | 3 | < 0.1% |
| -1.433399572 | 3 | < 0.1% |
| -1.532082595 | 3 | < 0.1% |
| -1.564566028 | 3 | < 0.1% |
| -0.7245396366 | 3 | < 0.1% |
| Other values (994961) | 999970 |
| Value | Count | Frequency (%) |
| -15.53055484 | 1 | |
| -15.38759018 | 1 | |
| -15.16738779 | 1 | |
| -14.5556558 | 1 | |
| -14.38393244 | 1 | |
| -14.29225918 | 1 | |
| -14.0649795 | 1 | |
| -13.90139264 | 1 | |
| -13.70559412 | 1 | |
| -13.20278612 | 1 |
| Value | Count | Frequency (%) |
| 112.9569277 | 1 | |
| 112.7561112 | 1 | |
| 112.4862322 | 1 | |
| 112.4520783 | 1 | |
| 112.3502013 | 1 | |
| 112.3251234 | 1 | |
| 112.253107 | 1 | |
| 112.2090762 | 1 | |
| 112.1350146 | 1 | |
| 111.9890434 | 1 |
payment_type
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.6 MiB |
| AB | |
|---|---|
| AA | |
| AC | |
| AD | |
| AE | 289 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2000000 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | AA |
|---|---|
| 2nd row | AB |
| 3rd row | AC |
| 4th row | AB |
| 5th row | AB |
Common Values
| Value | Count | Frequency (%) |
| AB | 370554 | |
| AA | 258249 | |
| AC | 252071 | |
| AD | 118837 | 11.9% |
| AE | 289 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ab | 370554 | |
| aa | 258249 | |
| ac | 252071 | |
| ad | 118837 | 11.9% |
| ae | 289 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 1258249 | |
| B | 370554 | 18.5% |
| C | 252071 | 12.6% |
| D | 118837 | 5.9% |
| E | 289 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 2000000 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 1258249 | |
| B | 370554 | 18.5% |
| C | 252071 | 12.6% |
| D | 118837 | 5.9% |
| E | 289 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2000000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 1258249 | |
| B | 370554 | 18.5% |
| C | 252071 | 12.6% |
| D | 118837 | 5.9% |
| E | 289 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2000000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 1258249 | |
| B | 370554 | 18.5% |
| C | 252071 | 12.6% |
| D | 118837 | 5.9% |
| E | 289 | < 0.1% |
zip_count_4w
Real number (ℝ)
| Distinct | 6306 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1572.692 |
| Minimum | 1 |
|---|---|
| Maximum | 6700 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 478 |
| Q1 | 894 |
| median | 1263 |
| Q3 | 1944 |
| 95-th percentile | 3677 |
| Maximum | 6700 |
| Range | 6699 |
| Interquartile range (IQR) | 1050 |
Descriptive statistics
| Standard deviation | 1005.3746 |
|---|---|
| Coefficient of variation (CV) | 0.63926982 |
| Kurtosis | 2.1399835 |
| Mean | 1572.692 |
| Median Absolute Deviation (MAD) | 462 |
| Skewness | 1.4566566 |
| Sum | 1.572692 × 109 |
| Variance | 1010778 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1020 | 798 | 0.1% |
| 1062 | 782 | 0.1% |
| 1042 | 770 | 0.1% |
| 969 | 767 | 0.1% |
| 1026 | 763 | 0.1% |
| 996 | 762 | 0.1% |
| 1030 | 759 | 0.1% |
| 1033 | 755 | 0.1% |
| 1102 | 754 | 0.1% |
| 1112 | 753 | 0.1% |
| Other values (6296) | 992337 |
| Value | Count | Frequency (%) |
| 1 | 3 | < 0.1% |
| 2 | 5 | |
| 3 | 6 | |
| 4 | 3 | < 0.1% |
| 5 | 11 | |
| 6 | 9 | |
| 7 | 5 | |
| 8 | 7 | |
| 9 | 6 | |
| 10 | 7 |
| Value | Count | Frequency (%) |
| 6700 | 1 | |
| 6676 | 1 | |
| 6634 | 1 | |
| 6568 | 1 | |
| 6563 | 1 | |
| 6540 | 1 | |
| 6528 | 1 | |
| 6525 | 1 | |
| 6521 | 1 | |
| 6519 | 1 |
velocity_6h
Real number (ℝ)
| Distinct | 998687 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5665.2966 |
| Minimum | -170.60307 |
|---|---|
| Maximum | 16715.565 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 44 |
| Negative (%) | < 0.1% |
| Memory size | 7.6 MiB |
Quantile statistics
| Minimum | -170.60307 |
|---|---|
| 5-th percentile | 1273.4489 |
| Q1 | 3436.3658 |
| median | 5319.7693 |
| Q3 | 7680.7178 |
| 95-th percentile | 11234.63 |
| Maximum | 16715.565 |
| Range | 16886.168 |
| Interquartile range (IQR) | 4244.352 |
Descriptive statistics
| Standard deviation | 3009.3807 |
|---|---|
| Coefficient of variation (CV) | 0.53119561 |
| Kurtosis | 0.0029981024 |
| Mean | 5665.2966 |
| Median Absolute Deviation (MAD) | 2099.3659 |
| Skewness | 0.56268209 |
| Sum | 5.6652966 × 109 |
| Variance | 9056372 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6204.521507 | 2 | < 0.1% |
| 7728.661243 | 2 | < 0.1% |
| 8016.615965 | 2 | < 0.1% |
| 4115.151268 | 2 | < 0.1% |
| 8287.485518 | 2 | < 0.1% |
| 4655.488909 | 2 | < 0.1% |
| 9469.107535 | 2 | < 0.1% |
| 5100.350313 | 2 | < 0.1% |
| 2090.464538 | 2 | < 0.1% |
| 6930.820178 | 2 | < 0.1% |
| Other values (998677) | 999980 |
| Value | Count | Frequency (%) |
| -170.6030724 | 1 | |
| -155.4307304 | 1 | |
| -139.0967681 | 1 | |
| -130.456928 | 1 | |
| -125.4000058 | 1 | |
| -123.4603293 | 1 | |
| -122.0716816 | 1 | |
| -110.8212233 | 1 | |
| -106.9782971 | 1 | |
| -101.557304 | 1 |
| Value | Count | Frequency (%) |
| 16715.5654 | 1 | |
| 16665.35953 | 1 | |
| 16640.74974 | 1 | |
| 16606.63885 | 1 | |
| 16605.49794 | 1 | |
| 16595.74824 | 1 | |
| 16579.10172 | 1 | |
| 16564.61032 | 1 | |
| 16556.02856 | 1 | |
| 16545.25413 | 1 |
velocity_24h
Real number (ℝ)
| Distinct | 998940 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4769.782 |
| Minimum | 1300.3073 |
|---|---|
| Maximum | 9506.8966 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.6 MiB |
Quantile statistics
| Minimum | 1300.3073 |
|---|---|
| 5-th percentile | 2572.4986 |
| Q1 | 3593.1791 |
| median | 4749.9212 |
| Q3 | 5752.5742 |
| 95-th percentile | 7348.9906 |
| Maximum | 9506.8966 |
| Range | 8206.5893 |
| Interquartile range (IQR) | 2159.3951 |
Descriptive statistics
| Standard deviation | 1479.2126 |
|---|---|
| Coefficient of variation (CV) | 0.31012164 |
| Kurtosis | -0.37365389 |
| Mean | 4769.782 |
| Median Absolute Deviation (MAD) | 1083.1853 |
| Skewness | 0.33113356 |
| Sum | 4.769782 × 109 |
| Variance | 2188070 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3906.416302 | 3 | < 0.1% |
| 4667.863854 | 3 | < 0.1% |
| 5082.326632 | 3 | < 0.1% |
| 6676.20131 | 3 | < 0.1% |
| 5227.581566 | 2 | < 0.1% |
| 5368.859057 | 2 | < 0.1% |
| 5986.81326 | 2 | < 0.1% |
| 5389.376198 | 2 | < 0.1% |
| 4615.781098 | 2 | < 0.1% |
| 5937.437413 | 2 | < 0.1% |
| Other values (998930) | 999976 |
| Value | Count | Frequency (%) |
| 1300.307314 | 1 | |
| 1320.283991 | 1 | |
| 1324.786832 | 1 | |
| 1326.966135 | 1 | |
| 1328.410255 | 1 | |
| 1348.830318 | 1 | |
| 1357.998349 | 1 | |
| 1358.465736 | 1 | |
| 1366.47556 | 1 | |
| 1366.485702 | 1 |
| Value | Count | Frequency (%) |
| 9506.896596 | 1 | |
| 9502.725577 | 1 | |
| 9489.970949 | 1 | |
| 9486.025796 | 1 | |
| 9483.255648 | 1 | |
| 9477.65335 | 1 | |
| 9472.491584 | 1 | |
| 9462.723773 | 1 | |
| 9460.446339 | 1 | |
| 9454.83697 | 1 |
velocity_4w
Real number (ℝ)
| Distinct | 998318 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4856.324 |
| Minimum | 2825.7484 |
|---|---|
| Maximum | 6994.7642 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.6 MiB |
Quantile statistics
| Minimum | 2825.7484 |
|---|---|
| 5-th percentile | 3118.1793 |
| Q1 | 4268.3684 |
| median | 4913.4369 |
| Q3 | 5488.0834 |
| 95-th percentile | 6458.3201 |
| Maximum | 6994.7642 |
| Range | 4169.0158 |
| Interquartile range (IQR) | 1219.7149 |
Descriptive statistics
| Standard deviation | 919.84393 |
|---|---|
| Coefficient of variation (CV) | 0.18941157 |
| Kurtosis | -0.35962526 |
| Mean | 4856.324 |
| Median Absolute Deviation (MAD) | 619.45681 |
| Skewness | -0.060124771 |
| Sum | 4.856324 × 109 |
| Variance | 846112.86 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4297.664858 | 3 | < 0.1% |
| 5466.870949 | 3 | < 0.1% |
| 4378.203667 | 2 | < 0.1% |
| 5699.142712 | 2 | < 0.1% |
| 4772.225724 | 2 | < 0.1% |
| 5309.843305 | 2 | < 0.1% |
| 4763.769048 | 2 | < 0.1% |
| 4366.142266 | 2 | < 0.1% |
| 4325.625971 | 2 | < 0.1% |
| 4183.649981 | 2 | < 0.1% |
| Other values (998308) | 999978 |
| Value | Count | Frequency (%) |
| 2825.748405 | 1 | |
| 2863.783336 | 1 | |
| 2864.909845 | 1 | |
| 2922.99389 | 1 | |
| 2925.966963 | 1 | |
| 2930.765607 | 1 | |
| 2935.463659 | 1 | |
| 2939.194903 | 1 | |
| 2941.133963 | 1 | |
| 2943.458414 | 1 |
| Value | Count | Frequency (%) |
| 6994.764201 | 1 | |
| 6988.564717 | 1 | |
| 6974.573281 | 1 | |
| 6966.17144 | 1 | |
| 6964.040026 | 1 | |
| 6961.616793 | 1 | |
| 6960.141498 | 1 | |
| 6957.582288 | 1 | |
| 6957.343895 | 1 | |
| 6956.810559 | 1 |
bank_branch_count_8w
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 2326 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 184.36185 |
| Minimum | 0 |
|---|---|
| Maximum | 2385 |
| Zeros | 144376 |
| Zeros (%) | 14.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 9 |
| Q3 | 25 |
| 95-th percentile | 1463 |
| Maximum | 2385 |
| Range | 2385 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 459.62533 |
|---|---|
| Coefficient of variation (CV) | 2.493061 |
| Kurtosis | 6.5029208 |
| Mean | 184.36185 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 2.7471608 |
| Sum | 1.8436185 × 108 |
| Variance | 211255.44 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 149028 | 14.9% |
| 0 | 144376 | 14.4% |
| 2 | 57792 | 5.8% |
| 11 | 31160 | 3.1% |
| 10 | 30694 | 3.1% |
| 12 | 30537 | 3.1% |
| 9 | 29239 | 2.9% |
| 13 | 28182 | 2.8% |
| 8 | 27015 | 2.7% |
| 14 | 25698 | 2.6% |
| Other values (2316) | 446279 |
| Value | Count | Frequency (%) |
| 0 | 144376 | |
| 1 | 149028 | |
| 2 | 57792 | 5.8% |
| 3 | 17595 | 1.8% |
| 4 | 14671 | 1.5% |
| 5 | 17605 | 1.8% |
| 6 | 21086 | 2.1% |
| 7 | 24174 | 2.4% |
| 8 | 27015 | 2.7% |
| 9 | 29239 | 2.9% |
| Value | Count | Frequency (%) |
| 2385 | 1 | |
| 2381 | 1 | |
| 2380 | 1 | |
| 2371 | 1 | |
| 2367 | 1 | |
| 2359 | 1 | |
| 2355 | 1 | |
| 2351 | 2 | |
| 2350 | 1 | |
| 2349 | 1 |
date_of_birth_distinct_emails_4w
Real number (ℝ)
| Distinct | 40 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.503544 |
| Minimum | 0 |
|---|---|
| Maximum | 39 |
| Zeros | 1336 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 6 |
| median | 9 |
| Q3 | 13 |
| 95-th percentile | 19 |
| Maximum | 39 |
| Range | 39 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 5.0337919 |
|---|---|
| Coefficient of variation (CV) | 0.52967523 |
| Kurtosis | 0.43644939 |
| Mean | 9.503544 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.70324987 |
| Sum | 9503544 |
| Variance | 25.339061 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 83193 | 8.3% |
| 5 | 80799 | 8.1% |
| 8 | 79491 | 7.9% |
| 6 | 78225 | 7.8% |
| 11 | 73456 | 7.3% |
| 9 | 67341 | 6.7% |
| 10 | 62681 | 6.3% |
| 4 | 62549 | 6.3% |
| 13 | 60773 | 6.1% |
| 12 | 52409 | 5.2% |
| Other values (30) | 299083 |
| Value | Count | Frequency (%) |
| 0 | 1336 | 0.1% |
| 1 | 14377 | 1.4% |
| 2 | 35717 | |
| 3 | 44227 | |
| 4 | 62549 | |
| 5 | 80799 | |
| 6 | 78225 | |
| 7 | 83193 | |
| 8 | 79491 | |
| 9 | 67341 |
| Value | Count | Frequency (%) |
| 39 | 2 | < 0.1% |
| 38 | 3 | < 0.1% |
| 37 | 12 | < 0.1% |
| 36 | 31 | < 0.1% |
| 35 | 49 | < 0.1% |
| 34 | 85 | < 0.1% |
| 33 | 142 | < 0.1% |
| 32 | 223 | |
| 31 | 273 | |
| 30 | 383 |
employment_status
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.6 MiB |
| CA | |
|---|---|
| CB | |
| CF | 44034 |
| CC | 37758 |
| CD | 26522 |
| Other values (2) | 23146 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2000000 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CA |
|---|---|
| 2nd row | CA |
| 3rd row | CB |
| 4th row | CA |
| 5th row | CA |
Common Values
| Value | Count | Frequency (%) |
| CA | 730252 | |
| CB | 138288 | 13.8% |
| CF | 44034 | 4.4% |
| CC | 37758 | 3.8% |
| CD | 26522 | 2.7% |
| CE | 22693 | 2.3% |
| CG | 453 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ca | 730252 | |
| cb | 138288 | 13.8% |
| cf | 44034 | 4.4% |
| cc | 37758 | 3.8% |
| cd | 26522 | 2.7% |
| ce | 22693 | 2.3% |
| cg | 453 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 1037758 | |
| A | 730252 | |
| B | 138288 | 6.9% |
| F | 44034 | 2.2% |
| D | 26522 | 1.3% |
| E | 22693 | 1.1% |
| G | 453 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 2000000 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 1037758 | |
| A | 730252 | |
| B | 138288 | 6.9% |
| F | 44034 | 2.2% |
| D | 26522 | 1.3% |
| E | 22693 | 1.1% |
| G | 453 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2000000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| C | 1037758 | |
| A | 730252 | |
| B | 138288 | 6.9% |
| F | 44034 | 2.2% |
| D | 26522 | 1.3% |
| E | 22693 | 1.1% |
| G | 453 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2000000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| C | 1037758 | |
| A | 730252 | |
| B | 138288 | 6.9% |
| F | 44034 | 2.2% |
| D | 26522 | 1.3% |
| E | 22693 | 1.1% |
| G | 453 | < 0.1% |
credit_risk_score
Real number (ℝ)
| Distinct | 551 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 130.9896 |
| Minimum | -170 |
|---|---|
| Maximum | 389 |
| Zeros | 524 |
| Zeros (%) | 0.1% |
| Negative | 14445 |
| Negative (%) | 1.4% |
| Memory size | 7.6 MiB |
Quantile statistics
| Minimum | -170 |
|---|---|
| 5-th percentile | 28 |
| Q1 | 83 |
| median | 122 |
| Q3 | 178 |
| 95-th percentile | 255 |
| Maximum | 389 |
| Range | 559 |
| Interquartile range (IQR) | 95 |
Descriptive statistics
| Standard deviation | 69.681812 |
|---|---|
| Coefficient of variation (CV) | 0.53196448 |
| Kurtosis | 0.068087485 |
| Mean | 130.9896 |
| Median Absolute Deviation (MAD) | 46 |
| Skewness | 0.29589538 |
| Sum | 1.309896 × 108 |
| Variance | 4855.555 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 113 | 6791 | 0.7% |
| 116 | 6784 | 0.7% |
| 110 | 6774 | 0.7% |
| 115 | 6734 | 0.7% |
| 117 | 6717 | 0.7% |
| 114 | 6703 | 0.7% |
| 109 | 6676 | 0.7% |
| 105 | 6674 | 0.7% |
| 112 | 6653 | 0.7% |
| 111 | 6624 | 0.7% |
| Other values (541) | 932870 |
| Value | Count | Frequency (%) |
| -170 | 1 | < 0.1% |
| -169 | 1 | < 0.1% |
| -168 | 1 | < 0.1% |
| -167 | 1 | < 0.1% |
| -166 | 1 | < 0.1% |
| -165 | 1 | < 0.1% |
| -164 | 3 | |
| -159 | 1 | < 0.1% |
| -158 | 1 | < 0.1% |
| -157 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 389 | 1 | < 0.1% |
| 387 | 1 | < 0.1% |
| 386 | 1 | < 0.1% |
| 385 | 2 | < 0.1% |
| 383 | 1 | < 0.1% |
| 381 | 1 | < 0.1% |
| 380 | 2 | < 0.1% |
| 379 | 2 | < 0.1% |
| 378 | 5 | |
| 377 | 6 |
email_is_free
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.6 MiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1000000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 529886 | |
| 0 | 470114 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 529886 | |
| 0 | 470114 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 529886 | |
| 0 | 470114 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1000000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 529886 | |
| 0 | 470114 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1000000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 529886 | |
| 0 | 470114 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1000000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 529886 | |
| 0 | 470114 |
housing_status
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.6 MiB |
| BC | |
|---|---|
| BB | |
| BA | |
| BE | |
| BD | 26161 |
| Other values (2) | 1921 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2000000 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | BA |
|---|---|
| 2nd row | BA |
| 3rd row | BA |
| 4th row | BA |
| 5th row | BA |
Common Values
| Value | Count | Frequency (%) |
| BC | 372143 | |
| BB | 260965 | |
| BA | 169675 | |
| BE | 169135 | |
| BD | 26161 | 2.6% |
| BF | 1669 | 0.2% |
| BG | 252 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| bc | 372143 | |
| bb | 260965 | |
| ba | 169675 | |
| be | 169135 | |
| bd | 26161 | 2.6% |
| bf | 1669 | 0.2% |
| bg | 252 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 1260965 | |
| C | 372143 | 18.6% |
| A | 169675 | 8.5% |
| E | 169135 | 8.5% |
| D | 26161 | 1.3% |
| F | 1669 | 0.1% |
| G | 252 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 2000000 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 1260965 | |
| C | 372143 | 18.6% |
| A | 169675 | 8.5% |
| E | 169135 | 8.5% |
| D | 26161 | 1.3% |
| F | 1669 | 0.1% |
| G | 252 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2000000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| B | 1260965 | |
| C | 372143 | 18.6% |
| A | 169675 | 8.5% |
| E | 169135 | 8.5% |
| D | 26161 | 1.3% |
| F | 1669 | 0.1% |
| G | 252 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2000000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| B | 1260965 | |
| C | 372143 | 18.6% |
| A | 169675 | 8.5% |
| E | 169135 | 8.5% |
| D | 26161 | 1.3% |
| F | 1669 | 0.1% |
| G | 252 | < 0.1% |
phone_home_valid
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.6 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1000000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 582923 | |
| 1 | 417077 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 582923 | |
| 1 | 417077 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 582923 | |
| 1 | 417077 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1000000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 582923 | |
| 1 | 417077 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1000000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 582923 | |
| 1 | 417077 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1000000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 582923 | |
| 1 | 417077 |
phone_mobile_valid
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.6 MiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1000000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 889676 | |
| 0 | 110324 | 11.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 889676 | |
| 0 | 110324 | 11.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 889676 | |
| 0 | 110324 | 11.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1000000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 889676 | |
| 0 | 110324 | 11.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1000000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 889676 | |
| 0 | 110324 | 11.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1000000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 889676 | |
| 0 | 110324 | 11.0% |
bank_months_count
Real number (ℝ)
| Distinct | 33 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.839303 |
| Minimum | -1 |
|---|---|
| Maximum | 32 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 253635 |
| Negative (%) | 25.4% |
| Memory size | 7.6 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | -1 |
| median | 5 |
| Q3 | 25 |
| 95-th percentile | 30 |
| Maximum | 32 |
| Range | 33 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 12.116875 |
|---|---|
| Coefficient of variation (CV) | 1.1178647 |
| Kurtosis | -1.4362302 |
| Mean | 10.839303 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.488747 |
| Sum | 10839303 |
| Variance | 146.81865 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 253635 | |
| 1 | 194802 | |
| 28 | 80082 | 8.0% |
| 15 | 59141 | 5.9% |
| 30 | 50777 | 5.1% |
| 31 | 46084 | 4.6% |
| 25 | 40450 | 4.0% |
| 10 | 37158 | 3.7% |
| 20 | 30850 | 3.1% |
| 21 | 29098 | 2.9% |
| Other values (23) | 177923 |
| Value | Count | Frequency (%) |
| -1 | 253635 | |
| 1 | 194802 | |
| 2 | 25836 | 2.6% |
| 3 | 8580 | 0.9% |
| 4 | 3834 | 0.4% |
| 5 | 28001 | 2.8% |
| 6 | 17678 | 1.8% |
| 7 | 931 | 0.1% |
| 8 | 30 | < 0.1% |
| 9 | 4801 | 0.5% |
| Value | Count | Frequency (%) |
| 32 | 46 | < 0.1% |
| 31 | 46084 | |
| 30 | 50777 | |
| 29 | 11696 | 1.2% |
| 28 | 80082 | |
| 27 | 4197 | 0.4% |
| 26 | 24779 | 2.5% |
| 25 | 40450 | |
| 24 | 1822 | 0.2% |
| 23 | 320 | < 0.1% |
has_other_cards
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.6 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1000000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 777012 | |
| 1 | 222988 | 22.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 777012 | |
| 1 | 222988 | 22.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 777012 | |
| 1 | 222988 | 22.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1000000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 777012 | |
| 1 | 222988 | 22.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1000000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 777012 | |
| 1 | 222988 | 22.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1000000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 777012 | |
| 1 | 222988 | 22.3% |
proposed_credit_limit
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 515.85101 |
| Minimum | 190 |
|---|---|
| Maximum | 2100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.6 MiB |
Quantile statistics
| Minimum | 190 |
|---|---|
| 5-th percentile | 200 |
| Q1 | 200 |
| median | 200 |
| Q3 | 500 |
| 95-th percentile | 1500 |
| Maximum | 2100 |
| Range | 1910 |
| Interquartile range (IQR) | 300 |
Descriptive statistics
| Standard deviation | 487.5599 |
|---|---|
| Coefficient of variation (CV) | 0.94515644 |
| Kurtosis | 0.16883858 |
| Mean | 515.85101 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.30141 |
| Sum | 5.1585101 × 108 |
| Variance | 237714.66 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 200 | 613854 | |
| 1500 | 145735 | 14.6% |
| 500 | 135797 | 13.6% |
| 1000 | 81882 | 8.2% |
| 990 | 7580 | 0.8% |
| 510 | 6967 | 0.7% |
| 2000 | 6114 | 0.6% |
| 490 | 870 | 0.1% |
| 210 | 607 | 0.1% |
| 1900 | 390 | < 0.1% |
| Other values (2) | 204 | < 0.1% |
| Value | Count | Frequency (%) |
| 190 | 163 | < 0.1% |
| 200 | 613854 | |
| 210 | 607 | 0.1% |
| 490 | 870 | 0.1% |
| 500 | 135797 | 13.6% |
| 510 | 6967 | 0.7% |
| 990 | 7580 | 0.8% |
| 1000 | 81882 | 8.2% |
| 1500 | 145735 | 14.6% |
| 1900 | 390 | < 0.1% |
| Value | Count | Frequency (%) |
| 2100 | 41 | < 0.1% |
| 2000 | 6114 | 0.6% |
| 1900 | 390 | < 0.1% |
| 1500 | 145735 | |
| 1000 | 81882 | |
| 990 | 7580 | 0.8% |
| 510 | 6967 | 0.7% |
| 500 | 135797 | |
| 490 | 870 | 0.1% |
| 210 | 607 | 0.1% |
foreign_request
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.6 MiB |
| 0 | |
|---|---|
| 1 | 25242 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1000000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 974758 | |
| 1 | 25242 | 2.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 974758 | |
| 1 | 25242 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 974758 | |
| 1 | 25242 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1000000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 974758 | |
| 1 | 25242 | 2.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1000000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 974758 | |
| 1 | 25242 | 2.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1000000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 974758 | |
| 1 | 25242 | 2.5% |
source
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.6 MiB |
| INTERNET | |
|---|---|
| TELEAPP | 7048 |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 7.992952 |
| Min length | 7 |
Characters and Unicode
| Total characters | 7992952 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | INTERNET |
|---|---|
| 2nd row | INTERNET |
| 3rd row | INTERNET |
| 4th row | INTERNET |
| 5th row | INTERNET |
Common Values
| Value | Count | Frequency (%) |
| INTERNET | 992952 | |
| TELEAPP | 7048 | 0.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| internet | 992952 | |
| teleapp | 7048 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 2000000 | |
| T | 1992952 | |
| N | 1985904 | |
| I | 992952 | |
| R | 992952 | |
| P | 14096 | 0.2% |
| L | 7048 | 0.1% |
| A | 7048 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 7992952 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 2000000 | |
| T | 1992952 | |
| N | 1985904 | |
| I | 992952 | |
| R | 992952 | |
| P | 14096 | 0.2% |
| L | 7048 | 0.1% |
| A | 7048 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 7992952 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| E | 2000000 | |
| T | 1992952 | |
| N | 1985904 | |
| I | 992952 | |
| R | 992952 | |
| P | 14096 | 0.2% |
| L | 7048 | 0.1% |
| A | 7048 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7992952 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| E | 2000000 | |
| T | 1992952 | |
| N | 1985904 | |
| I | 992952 | |
| R | 992952 | |
| P | 14096 | 0.2% |
| L | 7048 | 0.1% |
| A | 7048 | 0.1% |
session_length_in_minutes
Real number (ℝ)
| Distinct | 994887 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.5449402 |
| Minimum | -1 |
|---|---|
| Maximum | 85.899143 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 2015 |
| Negative (%) | 0.2% |
| Memory size | 7.6 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 1.2538275 |
| Q1 | 3.103053 |
| median | 5.1143213 |
| Q3 | 8.8661311 |
| 95-th percentile | 21.698864 |
| Maximum | 85.899143 |
| Range | 86.899143 |
| Interquartile range (IQR) | 5.7630781 |
Descriptive statistics
| Standard deviation | 8.0331064 |
|---|---|
| Coefficient of variation (CV) | 1.0647011 |
| Kurtosis | 14.961305 |
| Mean | 7.5449402 |
| Median Absolute Deviation (MAD) | 2.5800886 |
| Skewness | 3.304575 |
| Sum | 7544940.2 |
| Variance | 64.530798 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 2015 | 0.2% |
| 9.661988782 | 3 | < 0.1% |
| 2.46369682 | 3 | < 0.1% |
| 5.323466039 | 3 | < 0.1% |
| 13.15259704 | 3 | < 0.1% |
| 5.101613717 | 3 | < 0.1% |
| 5.256577751 | 3 | < 0.1% |
| 4.638723019 | 3 | < 0.1% |
| 4.443947636 | 3 | < 0.1% |
| 7.960109353 | 3 | < 0.1% |
| Other values (994877) | 997958 |
| Value | Count | Frequency (%) |
| -1 | 2015 | |
| 0.0008720274159 | 1 | < 0.1% |
| 0.002297811351 | 1 | < 0.1% |
| 0.003262352826 | 1 | < 0.1% |
| 0.003563273337 | 1 | < 0.1% |
| 0.004286417425 | 1 | < 0.1% |
| 0.004588626771 | 1 | < 0.1% |
| 0.005553836113 | 1 | < 0.1% |
| 0.005618456469 | 1 | < 0.1% |
| 0.00579803797 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 85.89914319 | 1 | |
| 83.37677458 | 1 | |
| 83.21353581 | 1 | |
| 82.47861609 | 1 | |
| 82.29932743 | 1 | |
| 82.25407808 | 1 | |
| 82.03736106 | 1 | |
| 82.03581613 | 1 | |
| 82.00473129 | 1 | |
| 81.83908038 | 1 |
device_os
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.6 MiB |
| other | |
|---|---|
| linux | |
| windows | |
| macintosh | |
| x11 | 7228 |
Length
| Max length | 9 |
|---|---|
| Median length | 5 |
| Mean length | 5.72786 |
| Min length | 3 |
Characters and Unicode
| Total characters | 5727860 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | windows |
|---|---|
| 2nd row | windows |
| 3rd row | other |
| 4th row | linux |
| 5th row | macintosh |
Common Values
| Value | Count | Frequency (%) |
| other | 342728 | |
| linux | 332712 | |
| windows | 263506 | |
| macintosh | 53826 | 5.4% |
| x11 | 7228 | 0.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| other | 342728 | |
| linux | 332712 | |
| windows | 263506 | |
| macintosh | 53826 | 5.4% |
| x11 | 7228 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 660060 | |
| i | 650044 | |
| n | 650044 | |
| w | 527012 | |
| h | 396554 | 6.9% |
| t | 396554 | 6.9% |
| e | 342728 | 6.0% |
| r | 342728 | 6.0% |
| x | 339940 | 5.9% |
| u | 332712 | 5.8% |
| Other values (7) | 1089484 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5713404 | |
| Decimal Number | 14456 | 0.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 660060 | |
| i | 650044 | |
| n | 650044 | |
| w | 527012 | |
| h | 396554 | 6.9% |
| t | 396554 | 6.9% |
| e | 342728 | 6.0% |
| r | 342728 | 6.0% |
| x | 339940 | 5.9% |
| u | 332712 | 5.8% |
| Other values (6) | 1075028 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 14456 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5713404 | |
| Common | 14456 | 0.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 660060 | |
| i | 650044 | |
| n | 650044 | |
| w | 527012 | |
| h | 396554 | 6.9% |
| t | 396554 | 6.9% |
| e | 342728 | 6.0% |
| r | 342728 | 6.0% |
| x | 339940 | 5.9% |
| u | 332712 | 5.8% |
| Other values (6) | 1075028 |
Common
| Value | Count | Frequency (%) |
| 1 | 14456 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5727860 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 660060 | |
| i | 650044 | |
| n | 650044 | |
| w | 527012 | |
| h | 396554 | 6.9% |
| t | 396554 | 6.9% |
| e | 342728 | 6.0% |
| r | 342728 | 6.0% |
| x | 339940 | 5.9% |
| u | 332712 | 5.8% |
| Other values (7) | 1089484 |
keep_alive_session
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.6 MiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1000000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 576947 | |
| 0 | 423053 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 576947 | |
| 0 | 423053 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 576947 | |
| 0 | 423053 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1000000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 576947 | |
| 0 | 423053 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1000000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 576947 | |
| 0 | 423053 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1000000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 576947 | |
| 0 | 423053 |
device_distinct_emails_8w
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.6 MiB |
| 1 | |
|---|---|
| 2 | 25302 |
| 0 | 6272 |
| -1 | 359 |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.000359 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1000359 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 968067 | |
| 2 | 25302 | 2.5% |
| 0 | 6272 | 0.6% |
| -1 | 359 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 968426 | |
| 2 | 25302 | 2.5% |
| 0 | 6272 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 968426 | |
| 2 | 25302 | 2.5% |
| 0 | 6272 | 0.6% |
| - | 359 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1000000 | |
| Dash Punctuation | 359 | < 0.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 968426 | |
| 2 | 25302 | 2.5% |
| 0 | 6272 | 0.6% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 359 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1000359 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 968426 | |
| 2 | 25302 | 2.5% |
| 0 | 6272 | 0.6% |
| - | 359 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1000359 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 968426 | |
| 2 | 25302 | 2.5% |
| 0 | 6272 | 0.6% |
| - | 359 | < 0.1% |
device_fraud_count
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.6 MiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1000000 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1000000 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1000000 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1000000 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1000000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1000000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1000000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1000000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1000000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1000000 |
month
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.288674 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 132440 |
| Zeros (%) | 13.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 7 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.2099942 |
|---|---|
| Coefficient of variation (CV) | 0.67200159 |
| Kurtosis | -1.1283322 |
| Mean | 3.288674 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.11239628 |
| Sum | 3288674 |
| Variance | 4.8840742 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 150936 | |
| 2 | 136979 | |
| 0 | 132440 | |
| 4 | 127691 | |
| 1 | 127620 | |
| 5 | 119323 | |
| 6 | 108168 | |
| 7 | 96843 |
| Value | Count | Frequency (%) |
| 0 | 132440 | |
| 1 | 127620 | |
| 2 | 136979 | |
| 3 | 150936 | |
| 4 | 127691 | |
| 5 | 119323 | |
| 6 | 108168 | |
| 7 | 96843 |
| Value | Count | Frequency (%) |
| 7 | 96843 | |
| 6 | 108168 | |
| 5 | 119323 | |
| 4 | 127691 | |
| 3 | 150936 | |
| 2 | 136979 | |
| 1 | 127620 | |
| 0 | 132440 |
| income | name_email_similarity | prev_address_months_count | current_address_months_count | customer_age | days_since_request | intended_balcon_amount | zip_count_4w | velocity_6h | velocity_24h | velocity_4w | bank_branch_count_8w | date_of_birth_distinct_emails_4w | credit_risk_score | bank_months_count | proposed_credit_limit | session_length_in_minutes | month | fraud_bool | payment_type | employment_status | email_is_free | housing_status | phone_home_valid | phone_mobile_valid | has_other_cards | foreign_request | source | device_os | keep_alive_session | device_distinct_emails_8w | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| income | 1.000 | -0.039 | 0.016 | -0.030 | 0.142 | -0.022 | 0.099 | -0.079 | -0.099 | -0.108 | -0.116 | 0.024 | -0.066 | 0.181 | 0.010 | 0.135 | -0.078 | 0.119 | 0.056 | 0.031 | 0.059 | 0.025 | 0.088 | 0.025 | 0.015 | 0.087 | 0.012 | 0.011 | 0.038 | 0.044 | 0.012 |
| name_email_similarity | -0.039 | 1.000 | -0.038 | 0.055 | -0.047 | -0.028 | 0.063 | 0.021 | 0.025 | 0.031 | 0.050 | -0.018 | 0.024 | 0.048 | -0.013 | 0.075 | 0.023 | -0.040 | 0.045 | 0.070 | 0.039 | 0.074 | 0.050 | 0.031 | 0.038 | 0.033 | 0.026 | 0.012 | 0.042 | 0.038 | 0.019 |
| prev_address_months_count | 0.016 | -0.038 | 1.000 | -0.653 | -0.143 | 0.024 | -0.047 | -0.074 | 0.000 | 0.023 | 0.020 | -0.071 | 0.142 | -0.029 | -0.080 | -0.036 | 0.083 | -0.011 | 0.028 | 0.043 | 0.026 | 0.024 | 0.055 | 0.044 | 0.022 | 0.043 | 0.017 | 0.012 | 0.025 | 0.043 | 0.011 |
| current_address_months_count | -0.030 | 0.055 | -0.653 | 1.000 | 0.163 | -0.026 | 0.113 | 0.068 | 0.023 | 0.003 | 0.007 | 0.050 | -0.204 | 0.083 | 0.084 | 0.115 | -0.060 | -0.010 | 0.057 | 0.061 | 0.058 | 0.090 | 0.186 | 0.133 | 0.091 | 0.075 | 0.025 | 0.019 | 0.053 | 0.063 | 0.019 |
| customer_age | 0.142 | -0.047 | -0.143 | 0.163 | 1.000 | 0.010 | -0.021 | -0.025 | -0.027 | -0.019 | -0.014 | 0.041 | -0.442 | 0.166 | 0.013 | 0.152 | 0.014 | 0.014 | 0.067 | 0.047 | 0.171 | 0.047 | 0.178 | 0.216 | 0.155 | 0.129 | 0.015 | 0.030 | 0.080 | 0.066 | 0.035 |
| days_since_request | -0.022 | -0.028 | 0.024 | -0.026 | 0.010 | 1.000 | -0.034 | -0.034 | 0.064 | 0.046 | 0.022 | 0.014 | -0.042 | -0.091 | -0.006 | -0.075 | 0.054 | -0.022 | 0.006 | 0.075 | 0.012 | 0.019 | 0.026 | 0.047 | 0.010 | 0.055 | 0.007 | 0.017 | 0.013 | 0.002 | 0.013 |
| intended_balcon_amount | 0.099 | 0.063 | -0.047 | 0.113 | -0.021 | -0.034 | 1.000 | 0.013 | 0.036 | 0.071 | 0.069 | 0.166 | -0.033 | 0.013 | 0.208 | 0.096 | 0.049 | -0.056 | 0.033 | 0.436 | 0.036 | 0.018 | 0.071 | 0.027 | 0.052 | 0.123 | 0.013 | 0.014 | 0.055 | 0.025 | 0.023 |
| zip_count_4w | -0.079 | 0.021 | -0.074 | 0.068 | -0.025 | -0.034 | 0.013 | 1.000 | 0.149 | 0.217 | 0.293 | 0.017 | 0.136 | -0.104 | 0.053 | -0.023 | 0.050 | -0.288 | 0.008 | 0.064 | 0.035 | 0.031 | 0.037 | 0.079 | 0.029 | 0.058 | 0.025 | 0.017 | 0.020 | 0.048 | 0.019 |
| velocity_6h | -0.099 | 0.025 | 0.000 | 0.023 | -0.027 | 0.064 | 0.036 | 0.149 | 1.000 | 0.473 | 0.405 | 0.026 | 0.115 | -0.151 | 0.022 | -0.049 | 0.065 | -0.414 | 0.018 | 0.069 | 0.035 | 0.049 | 0.045 | 0.050 | 0.024 | 0.044 | 0.008 | 0.015 | 0.037 | 0.035 | 0.025 |
| velocity_24h | -0.108 | 0.031 | 0.023 | 0.003 | -0.019 | 0.046 | 0.071 | 0.217 | 0.473 | 1.000 | 0.545 | 0.046 | 0.151 | -0.156 | 0.027 | -0.010 | 0.091 | -0.555 | 0.016 | 0.069 | 0.040 | 0.055 | 0.041 | 0.061 | 0.031 | 0.064 | 0.024 | 0.014 | 0.031 | 0.049 | 0.033 |
| velocity_4w | -0.116 | 0.050 | 0.020 | 0.007 | -0.014 | 0.022 | 0.069 | 0.293 | 0.405 | 0.545 | 1.000 | 0.046 | 0.227 | -0.199 | 0.034 | 0.004 | 0.116 | -0.854 | 0.019 | 0.089 | 0.049 | 0.063 | 0.065 | 0.097 | 0.054 | 0.089 | 0.039 | 0.022 | 0.053 | 0.112 | 0.048 |
| bank_branch_count_8w | 0.024 | -0.018 | -0.071 | 0.050 | 0.041 | 0.014 | 0.166 | 0.017 | 0.026 | 0.046 | 0.046 | 1.000 | -0.015 | -0.030 | 0.507 | 0.014 | 0.005 | -0.051 | 0.018 | 0.137 | 0.021 | 0.010 | 0.026 | 0.073 | 0.025 | 0.066 | 0.004 | 0.016 | 0.026 | 0.009 | 0.011 |
| date_of_birth_distinct_emails_4w | -0.066 | 0.024 | 0.142 | -0.204 | -0.442 | -0.042 | -0.033 | 0.136 | 0.115 | 0.151 | 0.227 | -0.015 | 1.000 | -0.135 | -0.014 | -0.052 | -0.029 | -0.233 | 0.056 | 0.086 | 0.134 | 0.061 | 0.085 | 0.184 | 0.112 | 0.057 | 0.034 | 0.027 | 0.045 | 0.051 | 0.033 |
| credit_risk_score | 0.181 | 0.048 | -0.029 | 0.083 | 0.166 | -0.091 | 0.013 | -0.104 | -0.151 | -0.156 | -0.199 | -0.030 | -0.135 | 1.000 | -0.052 | 0.631 | -0.042 | 0.192 | 0.086 | 0.052 | 0.058 | 0.040 | 0.134 | 0.021 | 0.029 | 0.143 | 0.016 | 0.015 | 0.065 | 0.047 | 0.034 |
| bank_months_count | 0.010 | -0.013 | -0.080 | 0.084 | 0.013 | -0.006 | 0.208 | 0.053 | 0.022 | 0.027 | 0.034 | 0.507 | -0.014 | -0.052 | 1.000 | -0.005 | 0.019 | -0.033 | 0.025 | 0.288 | 0.055 | 0.019 | 0.047 | 0.077 | 0.028 | 0.040 | 0.014 | 0.033 | 0.035 | 0.031 | 0.021 |
| proposed_credit_limit | 0.135 | 0.075 | -0.036 | 0.115 | 0.152 | -0.075 | 0.096 | -0.023 | -0.049 | -0.010 | 0.004 | 0.014 | -0.052 | 0.631 | -0.005 | 1.000 | -0.000 | -0.012 | 0.108 | 0.058 | 0.056 | 0.050 | 0.134 | 0.043 | 0.029 | 0.129 | 0.029 | 0.013 | 0.060 | 0.065 | 0.025 |
| session_length_in_minutes | -0.078 | 0.023 | 0.083 | -0.060 | 0.014 | 0.054 | 0.049 | 0.050 | 0.065 | 0.091 | 0.116 | 0.005 | -0.029 | -0.042 | 0.019 | -0.000 | 1.000 | -0.109 | 0.016 | 0.029 | 0.026 | 0.043 | 0.028 | 0.047 | 0.016 | 0.115 | 0.013 | 0.039 | 0.035 | 0.048 | 0.046 |
| month | 0.119 | -0.040 | -0.011 | -0.010 | 0.014 | -0.022 | -0.056 | -0.288 | -0.414 | -0.555 | -0.854 | -0.051 | -0.233 | 0.192 | -0.033 | -0.012 | -0.109 | 1.000 | 0.018 | 0.091 | 0.052 | 0.076 | 0.070 | 0.106 | 0.056 | 0.095 | 0.037 | 0.023 | 0.056 | 0.121 | 0.049 |
| fraud_bool | 0.056 | 0.045 | 0.028 | 0.057 | 0.067 | 0.006 | 0.033 | 0.008 | 0.018 | 0.016 | 0.019 | 0.018 | 0.056 | 0.086 | 0.025 | 0.108 | 0.016 | 0.018 | 1.000 | 0.039 | 0.040 | 0.028 | 0.115 | 0.035 | 0.013 | 0.035 | 0.017 | 0.004 | 0.080 | 0.050 | 0.047 |
| payment_type | 0.031 | 0.070 | 0.043 | 0.061 | 0.047 | 0.075 | 0.436 | 0.064 | 0.069 | 0.069 | 0.089 | 0.137 | 0.086 | 0.052 | 0.288 | 0.058 | 0.029 | 0.091 | 0.039 | 1.000 | 0.057 | 0.030 | 0.098 | 0.078 | 0.057 | 0.145 | 0.025 | 0.062 | 0.063 | 0.033 | 0.044 |
| employment_status | 0.059 | 0.039 | 0.026 | 0.058 | 0.171 | 0.012 | 0.036 | 0.035 | 0.035 | 0.040 | 0.049 | 0.021 | 0.134 | 0.058 | 0.055 | 0.056 | 0.026 | 0.052 | 0.040 | 0.057 | 1.000 | 0.016 | 0.108 | 0.142 | 0.143 | 0.045 | 0.021 | 0.037 | 0.059 | 0.062 | 0.037 |
| email_is_free | 0.025 | 0.074 | 0.024 | 0.090 | 0.047 | 0.019 | 0.018 | 0.031 | 0.049 | 0.055 | 0.063 | 0.010 | 0.061 | 0.040 | 0.019 | 0.050 | 0.043 | 0.076 | 0.028 | 0.030 | 0.016 | 1.000 | 0.090 | 0.014 | 0.032 | 0.032 | 0.029 | 0.000 | 0.154 | 0.023 | 0.008 |
| housing_status | 0.088 | 0.050 | 0.055 | 0.186 | 0.178 | 0.026 | 0.071 | 0.037 | 0.045 | 0.041 | 0.065 | 0.026 | 0.085 | 0.134 | 0.047 | 0.134 | 0.028 | 0.070 | 0.115 | 0.098 | 0.108 | 0.090 | 1.000 | 0.100 | 0.090 | 0.081 | 0.027 | 0.024 | 0.076 | 0.066 | 0.025 |
| phone_home_valid | 0.025 | 0.031 | 0.044 | 0.133 | 0.216 | 0.047 | 0.027 | 0.079 | 0.050 | 0.061 | 0.097 | 0.073 | 0.184 | 0.021 | 0.077 | 0.043 | 0.047 | 0.106 | 0.035 | 0.078 | 0.142 | 0.014 | 0.100 | 1.000 | 0.272 | 0.107 | 0.003 | 0.012 | 0.062 | 0.042 | 0.013 |
| phone_mobile_valid | 0.015 | 0.038 | 0.022 | 0.091 | 0.155 | 0.010 | 0.052 | 0.029 | 0.024 | 0.031 | 0.054 | 0.025 | 0.112 | 0.029 | 0.028 | 0.029 | 0.016 | 0.056 | 0.013 | 0.057 | 0.143 | 0.032 | 0.090 | 0.272 | 1.000 | 0.005 | 0.003 | 0.023 | 0.081 | 0.023 | 0.062 |
| has_other_cards | 0.087 | 0.033 | 0.043 | 0.075 | 0.129 | 0.055 | 0.123 | 0.058 | 0.044 | 0.064 | 0.089 | 0.066 | 0.057 | 0.143 | 0.040 | 0.129 | 0.115 | 0.095 | 0.035 | 0.145 | 0.045 | 0.032 | 0.081 | 0.107 | 0.005 | 1.000 | 0.001 | 0.019 | 0.041 | 0.098 | 0.028 |
| foreign_request | 0.012 | 0.026 | 0.017 | 0.025 | 0.015 | 0.007 | 0.013 | 0.025 | 0.008 | 0.024 | 0.039 | 0.004 | 0.034 | 0.016 | 0.014 | 0.029 | 0.013 | 0.037 | 0.017 | 0.025 | 0.021 | 0.029 | 0.027 | 0.003 | 0.003 | 0.001 | 1.000 | 0.008 | 0.057 | 0.015 | 0.009 |
| source | 0.011 | 0.012 | 0.012 | 0.019 | 0.030 | 0.017 | 0.014 | 0.017 | 0.015 | 0.014 | 0.022 | 0.016 | 0.027 | 0.015 | 0.033 | 0.013 | 0.039 | 0.023 | 0.004 | 0.062 | 0.037 | 0.000 | 0.024 | 0.012 | 0.023 | 0.019 | 0.008 | 1.000 | 0.076 | 0.084 | 0.410 |
| device_os | 0.038 | 0.042 | 0.025 | 0.053 | 0.080 | 0.013 | 0.055 | 0.020 | 0.037 | 0.031 | 0.053 | 0.026 | 0.045 | 0.065 | 0.035 | 0.060 | 0.035 | 0.056 | 0.080 | 0.063 | 0.059 | 0.154 | 0.076 | 0.062 | 0.081 | 0.041 | 0.057 | 0.076 | 1.000 | 0.065 | 0.037 |
| keep_alive_session | 0.044 | 0.038 | 0.043 | 0.063 | 0.066 | 0.002 | 0.025 | 0.048 | 0.035 | 0.049 | 0.112 | 0.009 | 0.051 | 0.047 | 0.031 | 0.065 | 0.048 | 0.121 | 0.050 | 0.033 | 0.062 | 0.023 | 0.066 | 0.042 | 0.023 | 0.098 | 0.015 | 0.084 | 0.065 | 1.000 | 0.116 |
| device_distinct_emails_8w | 0.012 | 0.019 | 0.011 | 0.019 | 0.035 | 0.013 | 0.023 | 0.019 | 0.025 | 0.033 | 0.048 | 0.011 | 0.033 | 0.034 | 0.021 | 0.025 | 0.046 | 0.049 | 0.047 | 0.044 | 0.037 | 0.008 | 0.025 | 0.013 | 0.062 | 0.028 | 0.009 | 0.410 | 0.037 | 0.116 | 1.000 |
| fraud_bool | income | name_email_similarity | prev_address_months_count | current_address_months_count | customer_age | days_since_request | intended_balcon_amount | payment_type | zip_count_4w | velocity_6h | velocity_24h | velocity_4w | bank_branch_count_8w | date_of_birth_distinct_emails_4w | employment_status | credit_risk_score | email_is_free | housing_status | phone_home_valid | phone_mobile_valid | bank_months_count | has_other_cards | proposed_credit_limit | foreign_request | source | session_length_in_minutes | device_os | keep_alive_session | device_distinct_emails_8w | device_fraud_count | month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 0.9 | 0.166828 | -1 | 88 | 50 | 0.020925 | -1.331345 | AA | 769 | 10650.765523 | 3134.319630 | 3863.647740 | 1 | 6 | CA | 185 | 0 | BA | 1 | 0 | 24 | 0 | 500.0 | 0 | INTERNET | 3.888115 | windows | 0 | 1 | 0 | 7 |
| 1 | 1 | 0.9 | 0.296286 | -1 | 144 | 50 | 0.005418 | -0.816224 | AB | 366 | 534.047319 | 2670.918292 | 3124.298166 | 718 | 3 | CA | 259 | 1 | BA | 0 | 0 | 15 | 0 | 1500.0 | 0 | INTERNET | 31.798819 | windows | 0 | 1 | 0 | 7 |
| 2 | 1 | 0.9 | 0.044985 | -1 | 132 | 40 | 3.108549 | -0.755728 | AC | 870 | 4048.534263 | 2893.621498 | 3159.590679 | 1 | 14 | CB | 177 | 1 | BA | 0 | 1 | -1 | 0 | 200.0 | 0 | INTERNET | 4.728705 | other | 0 | 1 | 0 | 7 |
| 3 | 1 | 0.9 | 0.159511 | -1 | 22 | 50 | 0.019079 | -1.205124 | AB | 810 | 3457.064063 | 4054.908412 | 3022.261812 | 1921 | 6 | CA | 110 | 1 | BA | 0 | 1 | 31 | 1 | 200.0 | 0 | INTERNET | 2.047904 | linux | 0 | 1 | 0 | 7 |
| 4 | 1 | 0.9 | 0.596414 | -1 | 218 | 50 | 0.004441 | -0.773276 | AB | 890 | 5020.341679 | 2728.237159 | 3087.670952 | 1990 | 2 | CA | 295 | 1 | BA | 1 | 0 | 31 | 0 | 1500.0 | 0 | INTERNET | 3.775225 | macintosh | 1 | 1 | 0 | 7 |
| 5 | 1 | 0.3 | 0.143921 | -1 | 30 | 30 | 0.028231 | -0.748282 | AD | 732 | 3223.248406 | 3804.803402 | 5078.692467 | 5 | 13 | CA | 199 | 1 | BB | 0 | 1 | 15 | 0 | 200.0 | 0 | INTERNET | 4.815073 | windows | 0 | 1 | 0 | 7 |
| 6 | 1 | 0.7 | 0.321554 | -1 | 152 | 30 | 0.030680 | -0.278994 | AB | 876 | 5515.771548 | 2653.430035 | 3089.788379 | 13 | 10 | CA | 272 | 1 | BA | 1 | 1 | 30 | 0 | 1500.0 | 0 | INTERNET | 1.558977 | windows | 1 | 1 | 0 | 7 |
| 7 | 1 | 0.9 | 0.064817 | -1 | 18 | 50 | 0.034557 | -1.265721 | AB | 901 | 4736.214496 | 6733.703890 | 3826.129170 | 40 | 1 | CB | 83 | 1 | BB | 1 | 0 | 28 | 0 | 200.0 | 1 | INTERNET | 2.637472 | linux | 0 | 1 | 0 | 7 |
| 8 | 1 | 0.7 | 0.065938 | -1 | 64 | 40 | 0.020691 | -1.442082 | AB | 933 | 6101.250655 | 3849.761426 | 3089.271130 | 2134 | 4 | CC | 222 | 0 | BA | 1 | 1 | 30 | 0 | 1500.0 | 0 | INTERNET | 2.175419 | windows | 1 | 1 | 0 | 7 |
| 9 | 1 | 0.9 | 0.700096 | -1 | 60 | 40 | 0.016809 | -1.070271 | AB | 1176 | 4504.470396 | 3793.831786 | 3061.245889 | 8 | 2 | CB | 118 | 1 | BC | 0 | 1 | 25 | 0 | 200.0 | 0 | INTERNET | 24.040726 | windows | 0 | 1 | 0 | 7 |
| fraud_bool | income | name_email_similarity | prev_address_months_count | current_address_months_count | customer_age | days_since_request | intended_balcon_amount | payment_type | zip_count_4w | velocity_6h | velocity_24h | velocity_4w | bank_branch_count_8w | date_of_birth_distinct_emails_4w | employment_status | credit_risk_score | email_is_free | housing_status | phone_home_valid | phone_mobile_valid | bank_months_count | has_other_cards | proposed_credit_limit | foreign_request | source | session_length_in_minutes | device_os | keep_alive_session | device_distinct_emails_8w | device_fraud_count | month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 999990 | 0 | 0.3 | 0.251473 | -1 | 66 | 30 | 0.010997 | -0.399646 | AB | 884 | 2821.429662 | 3743.469548 | 4435.724355 | 13 | 17 | CF | 58 | 0 | BB | 0 | 1 | 15 | 0 | 200.0 | 0 | INTERNET | 2.952514 | windows | 1 | 1 | 0 | 4 |
| 999991 | 0 | 0.5 | 0.069609 | -1 | 55 | 40 | 0.020701 | -2.043942 | AB | 1114 | 7428.116057 | 3867.179098 | 5010.731644 | 47 | 14 | CF | 104 | 1 | BC | 1 | 0 | 31 | 0 | 200.0 | 0 | INTERNET | 3.264598 | other | 0 | 1 | 0 | 4 |
| 999992 | 0 | 0.1 | 0.904650 | 11 | 1 | 10 | 0.018529 | -1.153810 | AD | 3864 | 3303.719717 | 5873.660102 | 4914.781974 | 12 | 11 | CA | 104 | 1 | BE | 0 | 1 | 1 | 0 | 200.0 | 0 | INTERNET | 19.006557 | linux | 0 | 1 | 0 | 4 |
| 999993 | 0 | 0.2 | 0.322666 | 29 | 11 | 20 | 71.370152 | -1.624459 | AC | 1412 | 5933.759614 | 5742.646878 | 5010.166540 | 0 | 10 | CA | 177 | 0 | BC | 0 | 1 | -1 | 0 | 500.0 | 0 | INTERNET | 4.237440 | windows | 1 | 1 | 0 | 4 |
| 999994 | 0 | 0.1 | 0.516887 | -1 | 31 | 20 | 0.027890 | -1.031909 | AD | 3000 | 3928.840047 | 4384.832289 | 4171.974570 | 9 | 15 | CE | 52 | 0 | BE | 0 | 1 | 22 | 0 | 200.0 | 0 | INTERNET | 1.706083 | other | 1 | 1 | 0 | 4 |
| 999995 | 0 | 0.6 | 0.192631 | -1 | 104 | 40 | 0.030592 | -1.044454 | AB | 804 | 7905.711839 | 8341.468557 | 4972.635997 | 1 | 8 | CA | 75 | 1 | BC | 1 | 1 | 25 | 0 | 200.0 | 0 | INTERNET | 8.511502 | linux | 1 | 1 | 0 | 4 |
| 999996 | 0 | 0.8 | 0.322989 | 148 | 9 | 50 | 1.628119 | -1.409803 | AC | 3306 | 5391.470463 | 4955.170808 | 5022.728108 | 0 | 2 | CC | 154 | 1 | BC | 1 | 1 | -1 | 0 | 200.0 | 0 | INTERNET | 8.967865 | windows | 0 | 1 | 0 | 4 |
| 999997 | 0 | 0.8 | 0.879403 | -1 | 30 | 20 | 0.018563 | 34.692760 | AA | 1522 | 8063.102636 | 5670.654316 | 4377.196321 | 2023 | 6 | CF | 64 | 0 | BC | 0 | 1 | 11 | 0 | 200.0 | 0 | INTERNET | 8.195531 | other | 0 | 1 | 0 | 4 |
| 999998 | 0 | 0.9 | 0.762112 | -1 | 189 | 20 | 0.015352 | 94.661055 | AA | 1418 | 8092.641762 | 3982.582204 | 4394.803296 | 1678 | 6 | CA | 163 | 0 | BA | 1 | 0 | 28 | 0 | 500.0 | 0 | INTERNET | 4.336064 | windows | 1 | 1 | 0 | 4 |
| 999999 | 0 | 0.2 | 0.697452 | -1 | 321 | 20 | 2.655916 | 9.908499 | AA | 951 | 6169.630036 | 3695.308261 | 4352.334543 | 2 | 12 | CA | 36 | 1 | BE | 0 | 1 | 15 | 0 | 200.0 | 0 | INTERNET | 6.717022 | linux | 0 | 1 | 0 | 4 |